Overview

Dataset statistics

Number of variables12
Number of observations25
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory2.6 KiB
Average record size in memory107.3 B

Variable types

Categorical7
Numeric5

Dataset

Description연령대별 선호 휴양림, 회원 거주지역별 선호 휴양림, 이용 연령대 분석현황, 지역별 회원분포 현황, 주요 시설유형별 연령대 분석, 연령별 회원분포 현황, 연도별 회원 증가추이 및 회원가입 수 "13년~"17년 데이터 입니다.
URLhttps://www.data.go.kr/data/15052677/fileData.do

Alerts

건수1 is highly overall correlated with 건수2 and 4 other fieldsHigh correlation
건수2 is highly overall correlated with 건수1High correlation
건수3 is highly overall correlated with 건수1 and 4 other fieldsHigh correlation
건수4 is highly overall correlated with 건수1 and 3 other fieldsHigh correlation
건수5 is highly overall correlated with 건수1 and 2 other fieldsHigh correlation
년도 is highly overall correlated with 건수4High correlation
연령대별(이용자수) is highly overall correlated with 건수1 and 3 other fieldsHigh correlation
20대 is highly overall correlated with 30대 and 1 other fieldsHigh correlation
30대 is highly overall correlated with 20대 and 1 other fieldsHigh correlation
40대 is highly overall correlated with 연령대별(이용자수) and 1 other fieldsHigh correlation
50대 is highly overall correlated with 20대 and 2 other fieldsHigh correlation
60대이상 is highly overall correlated with 건수3 and 3 other fieldsHigh correlation
건수2 has unique valuesUnique
건수3 has unique valuesUnique

Reproduction

Analysis started2023-12-12 03:58:47.678779
Analysis finished2023-12-12 03:58:52.501480
Duration4.82 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

년도
Categorical

HIGH CORRELATION 

Distinct5
Distinct (%)20.0%
Missing0
Missing (%)0.0%
Memory size332.0 B
2013
5 
2014
5 
2015
5 
2016
5 
2017
5 

Length

Max length4
Median length4
Mean length4
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2013
2nd row2013
3rd row2013
4th row2013
5th row2013

Common Values

ValueCountFrequency (%)
2013 5
20.0%
2014 5
20.0%
2015 5
20.0%
2016 5
20.0%
2017 5
20.0%

Length

2023-12-12T12:58:52.585635image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T12:58:52.741197image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2013 5
20.0%
2014 5
20.0%
2015 5
20.0%
2016 5
20.0%
2017 5
20.0%

연령대별(이용자수)
Categorical

HIGH CORRELATION 

Distinct5
Distinct (%)20.0%
Missing0
Missing (%)0.0%
Memory size332.0 B
1순위
5 
2순위
5 
3순위
5 
4순위
5 
5순위
5 

Length

Max length3
Median length3
Mean length3
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row1순위
2nd row2순위
3rd row3순위
4th row4순위
5th row5순위

Common Values

ValueCountFrequency (%)
1순위 5
20.0%
2순위 5
20.0%
3순위 5
20.0%
4순위 5
20.0%
5순위 5
20.0%

Length

2023-12-12T12:58:52.887197image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T12:58:52.997927image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
1순위 5
20.0%
2순위 5
20.0%
3순위 5
20.0%
4순위 5
20.0%
5순위 5
20.0%

20대
Categorical

HIGH CORRELATION 

Distinct9
Distinct (%)36.0%
Missing0
Missing (%)0.0%
Memory size332.0 B
유명산(가평)
5 
운문산(청도)
5 
남해편백(남해)
5 
칠보산(영덕)
3 
산음(양평)
3 
Other values (4)
4 

Length

Max length8
Median length7
Mean length7.08
Min length6

Unique

Unique4 ?
Unique (%)16.0%

Sample

1st row유명산(가평)
2nd row운문산(청도)
3rd row남해편백(남해)
4th row칠보산(영덕)
5th row산음(양평)

Common Values

ValueCountFrequency (%)
유명산(가평) 5
20.0%
운문산(청도) 5
20.0%
남해편백(남해) 5
20.0%
칠보산(영덕) 3
12.0%
산음(양평) 3
12.0%
용화산(춘천) 1
 
4.0%
청태산(횡성) 1
 
4.0%
대관령(강릉) 1
 
4.0%
중미산(양평) 1
 
4.0%

Length

2023-12-12T12:58:53.130650image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T12:58:53.263904image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
유명산(가평 5
20.0%
운문산(청도 5
20.0%
남해편백(남해 5
20.0%
칠보산(영덕 3
12.0%
산음(양평 3
12.0%
용화산(춘천 1
 
4.0%
청태산(횡성 1
 
4.0%
대관령(강릉 1
 
4.0%
중미산(양평 1
 
4.0%

건수1
Real number (ℝ)

HIGH CORRELATION 

Distinct24
Distinct (%)96.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean284.96
Minimum183
Maximum465
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size357.0 B
2023-12-12T12:58:53.410728image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum183
5-th percentile187.6
Q1216
median268
Q3348
95-th percentile409.6
Maximum465
Range282
Interquartile range (IQR)132

Descriptive statistics

Standard deviation85.089404
Coefficient of variation (CV)0.29860122
Kurtosis-0.89639968
Mean284.96
Median Absolute Deviation (MAD)62
Skewness0.61617864
Sum7124
Variance7240.2067
MonotonicityNot monotonic
2023-12-12T12:58:53.541116image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=24)
ValueCountFrequency (%)
216 2
 
8.0%
465 1
 
4.0%
190 1
 
4.0%
200 1
 
4.0%
256 1
 
4.0%
276 1
 
4.0%
284 1
 
4.0%
399 1
 
4.0%
217 1
 
4.0%
235 1
 
4.0%
Other values (14) 14
56.0%
ValueCountFrequency (%)
183 1
4.0%
187 1
4.0%
190 1
4.0%
196 1
4.0%
200 1
4.0%
216 2
8.0%
217 1
4.0%
226 1
4.0%
235 1
4.0%
238 1
4.0%
ValueCountFrequency (%)
465 1
4.0%
412 1
4.0%
400 1
4.0%
399 1
4.0%
397 1
4.0%
395 1
4.0%
348 1
4.0%
330 1
4.0%
310 1
4.0%
284 1
4.0%

30대
Categorical

HIGH CORRELATION 

Distinct8
Distinct (%)32.0%
Missing0
Missing (%)0.0%
Memory size332.0 B
유명산(가평)
5 
운문산(청도)
5 
남해편백(남해)
5 
산음(양평)
4 
희리산(서천)
3 
Other values (3)
3 

Length

Max length8
Median length7
Mean length7.04
Min length6

Unique

Unique3 ?
Unique (%)12.0%

Sample

1st row유명산(가평)
2nd row운문산(청도)
3rd row희리산(서천)
4th row남해편백(남해)
5th row산음(양평)

Common Values

ValueCountFrequency (%)
유명산(가평) 5
20.0%
운문산(청도) 5
20.0%
남해편백(남해) 5
20.0%
산음(양평) 4
16.0%
희리산(서천) 3
12.0%
청태산(횡성) 1
 
4.0%
대관령(강릉) 1
 
4.0%
중미산(양평) 1
 
4.0%

Length

2023-12-12T12:58:53.714290image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T12:58:53.868150image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
유명산(가평 5
20.0%
운문산(청도 5
20.0%
남해편백(남해 5
20.0%
산음(양평 4
16.0%
희리산(서천 3
12.0%
청태산(횡성 1
 
4.0%
대관령(강릉 1
 
4.0%
중미산(양평 1
 
4.0%

건수2
Real number (ℝ)

HIGH CORRELATION  UNIQUE 

Distinct25
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2809.32
Minimum1503
Maximum5137
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size357.0 B
2023-12-12T12:58:54.028456image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1503
5-th percentile1950
Q12314
median2553
Q33018
95-th percentile4624
Maximum5137
Range3634
Interquartile range (IQR)704

Descriptive statistics

Standard deviation868.83858
Coefficient of variation (CV)0.30927007
Kurtosis1.5347436
Mean2809.32
Median Absolute Deviation (MAD)447
Skewness1.2604773
Sum70233
Variance754880.48
MonotonicityNot monotonic
2023-12-12T12:58:54.180171image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=25)
ValueCountFrequency (%)
5137 1
 
4.0%
3054 1
 
4.0%
1948 1
 
4.0%
2007 1
 
4.0%
2355 1
 
4.0%
2387 1
 
4.0%
3206 1
 
4.0%
1958 1
 
4.0%
2144 1
 
4.0%
2467 1
 
4.0%
Other values (15) 15
60.0%
ValueCountFrequency (%)
1503 1
4.0%
1948 1
4.0%
1958 1
4.0%
2007 1
4.0%
2054 1
4.0%
2144 1
4.0%
2314 1
4.0%
2355 1
4.0%
2387 1
4.0%
2467 1
4.0%
ValueCountFrequency (%)
5137 1
4.0%
4728 1
4.0%
4208 1
4.0%
3766 1
4.0%
3206 1
4.0%
3054 1
4.0%
3018 1
4.0%
3000 1
4.0%
2957 1
4.0%
2851 1
4.0%

40대
Categorical

HIGH CORRELATION 

Distinct7
Distinct (%)28.0%
Missing0
Missing (%)0.0%
Memory size332.0 B
유명산(가평)
5 
산음(양평)
5 
운문산(청도)
4 
남해편백(남해)
4 
희리산(서천)
3 
Other values (2)
4 

Length

Max length8
Median length7
Mean length6.96
Min length6

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row유명산(가평)
2nd row운문산(청도)
3rd row희리산(서천)
4th row산음(양평)
5th row남해편백(남해)

Common Values

ValueCountFrequency (%)
유명산(가평) 5
20.0%
산음(양평) 5
20.0%
운문산(청도) 4
16.0%
남해편백(남해) 4
16.0%
희리산(서천) 3
12.0%
청태산(횡성) 2
 
8.0%
중미산(양평) 2
 
8.0%

Length

2023-12-12T12:58:54.331638image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T12:58:54.472279image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
유명산(가평 5
20.0%
산음(양평 5
20.0%
운문산(청도 4
16.0%
남해편백(남해 4
16.0%
희리산(서천 3
12.0%
청태산(횡성 2
 
8.0%
중미산(양평 2
 
8.0%

건수3
Real number (ℝ)

HIGH CORRELATION  UNIQUE 

Distinct25
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4938.48
Minimum2778
Maximum8136
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size357.0 B
2023-12-12T12:58:54.606338image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum2778
5-th percentile3271.4
Q14113
median4419
Q35516
95-th percentile7762.2
Maximum8136
Range5358
Interquartile range (IQR)1403

Descriptive statistics

Standard deviation1543.0818
Coefficient of variation (CV)0.31246088
Kurtosis-0.099462573
Mean4938.48
Median Absolute Deviation (MAD)630
Skewness1.0219631
Sum123462
Variance2381101.4
MonotonicityNot monotonic
2023-12-12T12:58:54.766594image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=25)
ValueCountFrequency (%)
7209 1
 
4.0%
3577 1
 
4.0%
4231 1
 
4.0%
4382 1
 
4.0%
4508 1
 
4.0%
5765 1
 
4.0%
7615 1
 
4.0%
4276 1
 
4.0%
4419 1
 
4.0%
4625 1
 
4.0%
Other values (15) 15
60.0%
ValueCountFrequency (%)
2778 1
4.0%
3199 1
4.0%
3561 1
4.0%
3577 1
4.0%
3780 1
4.0%
3789 1
4.0%
4113 1
4.0%
4178 1
4.0%
4231 1
4.0%
4276 1
4.0%
ValueCountFrequency (%)
8136 1
4.0%
7770 1
4.0%
7731 1
4.0%
7615 1
4.0%
7209 1
4.0%
5765 1
4.0%
5516 1
4.0%
4782 1
4.0%
4625 1
4.0%
4598 1
4.0%

50대
Categorical

HIGH CORRELATION 

Distinct8
Distinct (%)32.0%
Missing0
Missing (%)0.0%
Memory size332.0 B
유명산(가평)
5 
남해편백(남해)
5 
산음(양평)
5 
청태산(횡성)
3 
운문산(청도)
3 
Other values (3)
4 

Length

Max length8
Median length7
Mean length7
Min length6

Unique

Unique2 ?
Unique (%)8.0%

Sample

1st row유명산(가평)
2nd row지리산(함양)
3rd row청태산(횡성)
4th row남해편백(남해)
5th row산음(양평)

Common Values

ValueCountFrequency (%)
유명산(가평) 5
20.0%
남해편백(남해) 5
20.0%
산음(양평) 5
20.0%
청태산(횡성) 3
12.0%
운문산(청도) 3
12.0%
중미산(양평) 2
 
8.0%
지리산(함양) 1
 
4.0%
미천골(양양) 1
 
4.0%

Length

2023-12-12T12:58:54.934737image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T12:58:55.142102image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
유명산(가평 5
20.0%
남해편백(남해 5
20.0%
산음(양평 5
20.0%
청태산(횡성 3
12.0%
운문산(청도 3
12.0%
중미산(양평 2
 
8.0%
지리산(함양 1
 
4.0%
미천골(양양 1
 
4.0%

건수4
Real number (ℝ)

HIGH CORRELATION 

Distinct24
Distinct (%)96.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2116.16
Minimum1014
Maximum4296
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size357.0 B
2023-12-12T12:58:55.324941image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1014
5-th percentile1080.6
Q11498
median2011
Q32428
95-th percentile3760.6
Maximum4296
Range3282
Interquartile range (IQR)930

Descriptive statistics

Standard deviation862.06127
Coefficient of variation (CV)0.40737056
Kurtosis0.55677819
Mean2116.16
Median Absolute Deviation (MAD)513
Skewness0.9744127
Sum52904
Variance743149.64
MonotonicityNot monotonic
2023-12-12T12:58:55.463754image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=24)
ValueCountFrequency (%)
1495 2
 
8.0%
2428 1
 
4.0%
1739 1
 
4.0%
2073 1
 
4.0%
2277 1
 
4.0%
2320 1
 
4.0%
3123 1
 
4.0%
4296 1
 
4.0%
1900 1
 
4.0%
2086 1
 
4.0%
Other values (14) 14
56.0%
ValueCountFrequency (%)
1014 1
4.0%
1071 1
4.0%
1119 1
4.0%
1161 1
4.0%
1495 2
8.0%
1498 1
4.0%
1517 1
4.0%
1549 1
4.0%
1739 1
4.0%
1794 1
4.0%
ValueCountFrequency (%)
4296 1
4.0%
3867 1
4.0%
3335 1
4.0%
3123 1
4.0%
2937 1
4.0%
2687 1
4.0%
2428 1
4.0%
2320 1
4.0%
2277 1
4.0%
2112 1
4.0%

60대이상
Categorical

HIGH CORRELATION 

Distinct7
Distinct (%)28.0%
Missing0
Missing (%)0.0%
Memory size332.0 B
유명산(가평)
5 
남해편백(남해)
5 
산음(양평)
5 
청태산(횡성)
4 
변산(부안)
3 
Other values (2)
3 

Length

Max length8
Median length7
Mean length6.88
Min length6

Unique

Unique1 ?
Unique (%)4.0%

Sample

1st row유명산(가평)
2nd row남해편백(남해)
3rd row운문산(청도)
4th row지리산(함양)
5th row산음(양평)

Common Values

ValueCountFrequency (%)
유명산(가평) 5
20.0%
남해편백(남해) 5
20.0%
산음(양평) 5
20.0%
청태산(횡성) 4
16.0%
변산(부안) 3
12.0%
운문산(청도) 2
 
8.0%
지리산(함양) 1
 
4.0%

Length

2023-12-12T12:58:55.628220image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-12T12:58:55.785542image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
유명산(가평 5
20.0%
남해편백(남해 5
20.0%
산음(양평 5
20.0%
청태산(횡성 4
16.0%
변산(부안 3
12.0%
운문산(청도 2
 
8.0%
지리산(함양 1
 
4.0%

건수5
Real number (ℝ)

HIGH CORRELATION 

Distinct24
Distinct (%)96.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1119
Minimum425
Maximum2459
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size357.0 B
2023-12-12T12:58:55.957822image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum425
5-th percentile480.6
Q1704
median1011
Q31337
95-th percentile2008.6
Maximum2459
Range2034
Interquartile range (IQR)633

Descriptive statistics

Standard deviation507.39515
Coefficient of variation (CV)0.45343623
Kurtosis0.67588324
Mean1119
Median Absolute Deviation (MAD)317
Skewness0.88043121
Sum27975
Variance257449.83
MonotonicityNot monotonic
2023-12-12T12:58:56.119886image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=24)
ValueCountFrequency (%)
704 2
 
8.0%
864 1
 
4.0%
825 1
 
4.0%
1254 1
 
4.0%
1308 1
 
4.0%
1492 1
 
4.0%
1815 1
 
4.0%
2459 1
 
4.0%
999 1
 
4.0%
1064 1
 
4.0%
Other values (14) 14
56.0%
ValueCountFrequency (%)
425 1
4.0%
466 1
4.0%
539 1
4.0%
571 1
4.0%
665 1
4.0%
704 2
8.0%
825 1
4.0%
864 1
4.0%
882 1
4.0%
945 1
4.0%
ValueCountFrequency (%)
2459 1
4.0%
2057 1
4.0%
1815 1
4.0%
1600 1
4.0%
1492 1
4.0%
1491 1
4.0%
1337 1
4.0%
1328 1
4.0%
1308 1
4.0%
1254 1
4.0%

Interactions

2023-12-12T12:58:51.271855image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:48.656118image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:49.328648image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:50.059713image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:50.713969image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:51.387705image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:48.777885image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:49.472853image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:50.188448image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:50.836016image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:51.519049image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:48.915646image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:49.622966image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:50.317694image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:50.950960image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:51.621790image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:49.056931image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:49.773084image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:50.441863image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:51.051380image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:51.744901image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:49.190184image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:49.907472image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:50.570287image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-12T12:58:51.146654image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-12T12:58:56.245399image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
년도연령대별(이용자수)20대건수130대건수240대건수350대건수460대이상건수5
년도1.0000.0000.0000.0000.0000.0000.0000.2530.0000.9200.0000.637
연령대별(이용자수)0.0001.0000.6760.7800.6870.5480.7460.7290.7030.0000.7540.000
20대0.0000.6761.0000.5930.8120.0000.7290.0000.8040.0000.6800.000
건수10.0000.7800.5931.0000.3450.6700.0000.7200.4470.5360.3740.000
30대0.0000.6870.8120.3451.0000.0000.7240.5400.8770.0000.7950.000
건수20.0000.5480.0000.6700.0001.0000.0000.7510.0000.8660.4630.433
40대0.0000.7460.7290.0000.7240.0001.0000.8560.7850.0000.8360.297
건수30.2530.7290.0000.7200.5400.7510.8561.0000.6950.7980.9550.510
50대0.0000.7030.8040.4470.8770.0000.7850.6951.0000.0000.7890.000
건수40.9200.0000.0000.5360.0000.8660.0000.7980.0001.0000.0000.933
60대이상0.0000.7540.6800.3740.7950.4630.8360.9550.7890.0001.0000.000
건수50.6370.0000.0000.0000.0000.4330.2970.5100.0000.9330.0001.000
2023-12-12T12:58:56.433549image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
60대이상년도20대연령대별(이용자수)30대50대40대
60대이상1.0000.0000.4040.5780.5610.5530.426
년도0.0001.0000.0000.0000.0000.0000.000
20대0.4040.0001.0000.4100.5470.5350.458
연령대별(이용자수)0.5780.0000.4101.0000.4630.4800.567
30대0.5610.0000.5470.4631.0000.4710.471
50대0.5530.0000.5350.4800.4711.0000.546
40대0.4260.0000.4580.5670.4710.5461.000
2023-12-12T12:58:56.579139image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
건수1건수2건수3건수4건수5년도연령대별(이용자수)20대30대40대50대60대이상
건수11.0000.7180.7760.6590.5290.0000.5510.2280.0000.1290.1650.125
건수20.7181.0000.4750.2530.0660.0000.3310.1920.2300.0000.0000.240
건수30.7760.4751.0000.9030.8140.1990.5250.0000.2990.4350.4200.581
건수40.6590.2530.9031.0000.9410.5420.0000.0000.0000.0000.0000.000
건수50.5290.0660.8140.9411.0000.4050.0000.0000.0000.0550.0000.000
년도0.0000.0000.1990.5420.4051.0000.0000.0000.0000.0000.0000.000
연령대별(이용자수)0.5510.3310.5250.0000.0000.0001.0000.4100.4630.5670.4800.578
20대0.2280.1920.0000.0000.0000.0000.4101.0000.5470.4580.5350.404
30대0.0000.2300.2990.0000.0000.0000.4630.5471.0000.4710.4710.561
40대0.1290.0000.4350.0000.0550.0000.5670.4580.4711.0000.5460.426
50대0.1650.0000.4200.0000.0000.0000.4800.5350.4710.5461.0000.553
60대이상0.1250.2400.5810.0000.0000.0000.5780.4040.5610.4260.5531.000

Missing values

2023-12-12T12:58:51.919905image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-12T12:58:52.113598image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

년도연령대별(이용자수)20대건수130대건수240대건수350대건수460대이상건수5
020131순위유명산(가평)465유명산(가평)5137유명산(가평)7209유명산(가평)2428유명산(가평)864
120132순위운문산(청도)330운문산(청도)3054운문산(청도)3577지리산(함양)1161남해편백(남해)571
220133순위남해편백(남해)280희리산(서천)2957희리산(서천)3561청태산(횡성)1119운문산(청도)539
320134순위칠보산(영덕)216남해편백(남해)2851산음(양평)3199남해편백(남해)1071지리산(함양)466
420135순위산음(양평)196산음(양평)2314남해편백(남해)2778산음(양평)1014산음(양평)425
520141순위운문산(청도)412유명산(가평)4728유명산(가평)8136유명산(가평)2937유명산(가평)1328
620142순위유명산(가평)395운문산(청도)3018운문산(청도)4598남해편백(남해)1549남해편백(남해)882
720143순위남해편백(남해)226남해편백(남해)3000산음(양평)4518산음(양평)1517산음(양평)704
820144순위칠보산(영덕)187산음(양평)2821희리산(서천)3789운문산(청도)1498청태산(횡성)704
920145순위용화산(춘천)183희리산(서천)2506청태산(횡성)3780청태산(횡성)1495운문산(청도)665
년도연령대별(이용자수)20대건수130대건수240대건수350대건수460대이상건수5
1520161순위유명산(가평)400유명산(가평)3766유명산(가평)7770유명산(가평)3867유명산(가평)2057
1620162순위운문산(청도)310남해편백(남해)2510산음(양평)5516산음(양평)2687산음(양평)1491
1720163순위산음(양평)238산음(양평)2467중미산(양평)4625중미산(양평)2112남해편백(남해)1337
1820164순위남해편백(남해)235운문산(청도)2144운문산(청도)4419남해편백(남해)2086청태산(횡성)1064
1920165순위칠보산(영덕)217중미산(양평)1958남해편백(남해)4276운문산(청도)1900변산(부안)999
2020171순위유명산(가평)399유명산(가평)3206유명산(가평)7615유명산(가평)4296유명산(가평)2459
2120172순위남해편백(남해)284산음(양평)2387산음(양평)5765산음(양평)3123산음(양평)1815
2220173순위운문산(청도)276남해편백(남해)2355희리산(서천)4508남해편백(남해)2320남해편백(남해)1492
2320174순위산음(양평)256희리산(서천)2007남해편백(남해)4382중미산(양평)2277변산(부안)1308
2420175순위중미산(양평)200운문산(청도)1948중미산(양평)4231미천골(양양)2073청태산(횡성)1254